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Neural Networks

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  • Basic concepts

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  • Backpropagation Algorithm

    Minimizing the cost function to train deep neural networks

       

  • »

  • Activation function Method

    defines the output of that node, or "neuron," given an input or set of inputs, it maps the resulting values into the desired range such as between 0 to 1 or -1 to 1

       

  • Basic concepts

    »

  • Neural Networks and Deep Learning Online Book

    Core concepts behind neural networks and deep learning

    Michael Nielsen   

  • »

  • DeepLearning.TV Visualizations

    How To?s, reviews of software libraries, applications, interviews

       

  • Play around with

    »

  • ConvNetJS Web Llibrary

    Javascript library for training Deep Learning models (Neural Networks) entirely in your browser

    Stanford University

    Andrej Karpathy   

  • »

  • Playground.tensorflow

    educational visualization

    Daniel Smilkov Shan Carter  

  • Level 2

    Learn more basics

    »

  • MIT Deep Learning Lecture

    deep learning, deep reinforcement learning, autonomous vehicles, and artificial intelligence

    Blog, newsletter, tutorials

    MIT

    Lex Fridman   

  • »

  • Neural Networks and Deep Learning Online Course

    the foundations of deep learning

    deeplearning.ai

    Andrew Ng   

  • Level 3

    Get more in-depth infos on

    »

  • deeplearning.net

    Variety of resources and pointers to information about Deep Learning

    Web-links, news, tutorials, bibliography, datasets

       

  • »

  • The AI Podcast Interviews

    guests, experts

    NVIDIA

       

  • Learn new concepts

    »

  • Deep Learning Non-fictional

    An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.

    Lecture-slides, exercises, web-links, newsletter

    MIT

    Ian Goodfellow Yoshua Bengio   Aaron Courville

  • »

  • fast.ai

    Forum, wiki, advices, courses

       

  • Last Level

    Get expert information

  • Sebastian Ruder Articles

    Natural Language Processing

       

  • Learn new concepts

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  • deeplearning.ai Portal

    Specializations

    Courses, events, forums, blog, newsletter

    deeplearning.ai

    Andrew Ng   

  • Apply your skills

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  • Keras Software Library

    high-level neural networks API, running on top of TensorFlow, CNTK, or Theano

       

  • »

  • PyTorch Framework

    Torch, CUDA

    Facebook

       

  • »

  • Caffe2 Software-framework

    Facebook

       

  • »

  • Microsoft Cognitive Toolkit Software-framework

    Neural networks as a series of computational steps via a directed graph

       

  • Congratulations Now, choose a specialization:
  • Education

    Online Course

    MIT Deep Learning Lecture

    deep learning, deep reinforcement learning, autonomous vehicles, and artificial intelligence

    Blog, newsletter, tutorials

    MIT

    Lex Fridman   


  • Education

    Literature

    Neural Networks and Deep Learning Online Book

    Core concepts behind neural networks and deep learning

    Michael Nielsen   



  • Next level

  • Education

    Tool

    deeplearning.ai Portal

    Specializations

    Courses, events, forums, blog, newsletter

    deeplearning.ai

    Andrew Ng   


  • Application

    Software

    Keras Software Library

    high-level neural networks API, running on top of TensorFlow, CNTK, or Theano

       

    Python


  • Information

    Wikipedia

    Backpropagation Algorithm

    Minimizing the cost function to train deep neural networks

       



  • Next level

  • Information

    Blog

    deeplearning.net

    Variety of resources and pointers to information about Deep Learning

    Web-links, news, tutorials, bibliography, datasets

       


  • Education

    Youtube Channel

    DeepLearning.TV Visualizations

    How To?s, reviews of software libraries, applications, interviews

       


  • Information

    Wikipedia

    Activation function Method

    defines the output of that node, or "neuron," given an input or set of inputs, it maps the resulting values into the desired range such as between 0 to 1 or -1 to 1

       



  • Next level

  • Information

    Podcast

    The AI Podcast Interviews

    guests, experts

    NVIDIA

       

    Artificial Intelligence Machine Learning


  • Company

    Google Brain

    open-ended machine learning research

    Research

       


  • Application

    Software

    PyTorch Framework

    Torch, CUDA

    Facebook

       

    Machine Learning Python



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  • Education

    Scientific Literature

    Warren McCulloch and Walter Pitts: A Logical Calculus of the Ideas Immanent in Nervous Activity

    threshold logic

    Warren McCulloch   

    Neuroscience Brain


  • Entertainment

    Person

    Lex Fridman Research Scientist

    Human-centered AI and autonomous vehicles

    Podcast (Audio & Video)

    MIT

       

    Machine Learning Artificial Intelligence


  • Education

    Literature

    Deep Learning Non-fictional

    An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.

    Lecture-slides, exercises, web-links, newsletter

    MIT

    Ian Goodfellow Yoshua Bengio   Aaron Courville



  • Next level

  • Application

    ConvNetJS Web Llibrary

    Javascript library for training Deep Learning models (Neural Networks) entirely in your browser

    Stanford University

    Andrej Karpathy   


  • Application

    Playground.tensorflow

    educational visualization

    Daniel Smilkov Shan Carter  


  • Application

    Software

    Caffe2 Software-framework

    Facebook

       



  • Next level

  • Application

    Software

    Microsoft Cognitive Toolkit Software-framework

    Neural networks as a series of computational steps via a directed graph

       


  • Education

    Online Course

    Neural Networks and Deep Learning Online Course

    the foundations of deep learning

    deeplearning.ai

    Andrew Ng   


  • Information

    Blog

    Sebastian Ruder Articles

    Natural Language Processing

       

    Machine Learning



  • Next level

  • Education

    Online Course

    fast.ai

    Forum, wiki, advices, courses

       


  • ConvNetJS Web Llibrary

    Javascript library for training Deep Learning models (Neural Networks) entirely in your browser

  • Playground.tensorflow

    educational visualization

  • deeplearning.net

    Variety of resources and pointers to information about Deep Learning

    Upvote

  • Sebastian Ruder Articles

    Natural Language Processing

    Upvote

  • Tools
  • deeplearning.ai Portal

    Specializations

    Upvote

  • Keras Software Library

    high-level neural networks API, running on top of TensorFlow, CNTK, or Theano

    Upvote

  • PyTorch Framework

    Torch, CUDA

    Upvote

  • Caffe2 Software-framework

    Upvote

  • Microsoft Cognitive Toolkit Software-framework

    Neural networks as a series of computational steps via a directed graph

    Upvote

  • The AI Podcast Interviews

    guests, experts

    Upvote

  • DeepLearning.TV Visualizations

    How To?s, reviews of software libraries, applications, interviews

    Upvote

  • MIT Deep Learning Lecture

    deep learning, deep reinforcement learning, autonomous vehicles, and artificial intelligence

    Upvote

  • Neural Networks and Deep Learning Online Course

    the foundations of deep learning

    Upvote

  • fast.ai

    Forum, wiki, advices, courses

    Upvote

  • Google Brain

    open-ended machine learning research

    Upvote

  • Lex Fridman Research Scientist

    Human-centered AI and autonomous vehicles

    Upvote

  • Neural Networks and Deep Learning Online Book

    Core concepts behind neural networks and deep learning

    Upvote

  • Deep Learning Non-fictional

    An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.

    Upvote

  • Information
  • Backpropagation Wikipedia

    Minimizing the cost function to train deep neural networks

    Upvote

  • deeplearning.net Blog

    Variety of resources and pointers to information about Deep Learning

    Upvote

  • Activation function Wikipedia

    defines the output of that node, or "neuron," given an input or set of inputs, it maps the resulting values into the desired range such as between 0 to 1 or -1 to 1

    Upvote

  • The AI Podcast Audio

    guests, experts

    Upvote

  • Sebastian Ruder Blog

    Natural Language Processing

    Upvote

  • Application
  • Keras Podcast

    high-level neural networks API, running on top of TensorFlow, CNTK, or Theano

    Upvote

  • PyTorch Podcast

    Torch, CUDA

    Upvote

  • ConvNetJS

    Javascript library for training Deep Learning models (Neural Networks) entirely in your browser

    Upvote

  • Playground.tensorflow

    educational visualization

    Upvote

  • Caffe2 Podcast

    Upvote

  • Microsoft Cognitive Toolkit Podcast

    Neural networks as a series of computational steps via a directed graph

    Upvote

  • Education
  • MIT Deep Learning

    deep learning, deep reinforcement learning, autonomous vehicles, and artificial intelligence

    Upvote

  • Neural Networks and Deep Learning

    Core concepts behind neural networks and deep learning

    Upvote

  • deeplearning.ai

    Specializations

    Upvote

  • DeepLearning.TV

    How To?s, reviews of software libraries, applications, interviews

    Upvote

  • Warren McCulloch and Walter Pitts: A Logical Calculus of the Ideas Immanent in Nervous Activity

    threshold logic

    Upvote

  • Deep Learning

    An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.

    Upvote

  • Neural Networks and Deep Learning

    the foundations of deep learning

    Upvote

  • fast.ai

    Forum, wiki, advices, courses

    Upvote

  • Other
  • Lex Fridman

    Human-centered AI and autonomous vehicles

    Upvote

  • Entertainment
  • Google Brain

    open-ended machine learning research

    Upvote